The Preservation Gap in the AI Stack: Why Capability Is Advancing Faster Than Reconstructability

Artificial intelligence systems are difficult to reproduce because their behavior depends on nondeterministic models and on data, configurations, policies, and external services that continue to change. But exact reproducibility is not always what operators, investigators, or auditors need.